This clinical trial studies fludeoxyglucose F 18 (FDG) positron emission tomography (PET) and dynamic contrast-enhanced (DCE)-magnetic resonance imaging (MRI) in predicting response to treatment in patients with breast cancer. Comparing results of diagnostic procedures done before, during, and after chemotherapy may help doctors predict a patient's response to treatment and help plan the best treatment.